{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Matplotlib绘图属性设置"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "plt.rcParams['font.sans-serif'] = 'SimHei'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 绘图基本属性"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 图例\n",
    "- legend"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1d232c53970>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8, 5))\n",
    "\n",
    "x = np.linspace(0, 2*np.pi)\n",
    "plt.plot(x, np.sin(x), label='sin')\n",
    "plt.plot(x, np.cos(x), label='cos')\n",
    "\n",
    "# 图例\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8, 5))\n",
    "\n",
    "x = np.linspace(0, 2*np.pi)\n",
    "plt.plot(x, np.sin(x))\n",
    "plt.plot(x, np.cos(x))\n",
    "\n",
    "# 图例\n",
    "plt.legend(['Sin', 'Cos'],\n",
    "           fontsize=18,\n",
    "           loc='center',  # 居中\n",
    "           ncol=2,   # 显示成几列\n",
    "\n",
    "           # bbox_to_anchor = [x, y, width, height]\n",
    "           bbox_to_anchor=[0, 0.8, 1, 0.2]  # 图例的具体位置\n",
    "          )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "####  线条属性\n",
    "- color 颜色\n",
    "- linestyle 样式\n",
    "- linewidth 宽度\n",
    "- alpha 透明度\n",
    "- marker 标记\n",
    "- mfc: marker face color 标记的背景颜色"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8, 5))\n",
    "x = np.linspace(0, 2*np.pi, 20)\n",
    "y1 = np.sin(x)\n",
    "y2 = np.cos(x)\n",
    "\n",
    "# c : color 线颜色\n",
    "# marker: 标记的样式或点的样式\n",
    "# mfc: marker face color 标记的背景颜色\n",
    "# ls : line style 线的样式\n",
    "# lw: line width 线的宽度\n",
    "# label: 线标签（图例中显示）\n",
    "plt.plot(x, y1, c='r', marker='o', ls='--', lw=1, label='sinx', mfc='y', )\n",
    "\n",
    "plt.plot(x, y2, c='b', marker='*', ls='-', lw=2, label='cosx', mfc='g', )\n",
    "\n",
    "plt.plot(x, y1-y2, c='y', marker='^', ls='-', lw=3, label='sinx-cosx', mfc='b', alpha=0.5)\n",
    "\n",
    "plt.plot(x, y1+y2, c='orange', marker='>', ls='-.', lw=4, label='sinx+cosx',\n",
    "         mfc='y',\n",
    "         markersize=10,  # 点大小\n",
    "         markeredgecolor='green',  #点边缘颜色\n",
    "         markeredgewidth=2  # 点边缘宽度\n",
    "        )\n",
    "\n",
    "# 图例\n",
    "plt.legend()\n",
    "\n",
    "plt.savefig('images/4-2.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# **Line Styles**\n",
    "\n",
    "# =============    ===============================\n",
    "# character        description\n",
    "# =============    ===============================\n",
    "# ``'-'``          solid line style\n",
    "# ``'--'``         dashed line style\n",
    "# ``'-.'``         dash-dot line style\n",
    "# ``':'``          dotted line style\n",
    "# =============    ==============================="
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# **Colors**\n",
    "\n",
    "# The supported color abbreviations are the single letter codes\n",
    "\n",
    "# =============    ===============================\n",
    "# character        color\n",
    "# =============    ===============================\n",
    "# ``'b'``          blue\n",
    "# ``'g'``          green\n",
    "# ``'r'``          red\n",
    "# ``'c'``          cyan\n",
    "# ``'m'``          magenta\n",
    "# ``'y'``          yellow\n",
    "# ``'k'``          black\n",
    "# ``'w'``          white\n",
    "# =============    ==============================="
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# **Markers**\n",
    "\n",
    "# =============   ===============================\n",
    "# character       description\n",
    "# =============   ===============================\n",
    "# ``'.'``         point marker\n",
    "# ``','``         pixel marker\n",
    "# ``'o'``         circle marker\n",
    "# ``'v'``         triangle_down marker\n",
    "# ``'^'``         triangle_up marker\n",
    "# ``'<'``         triangle_left marker\n",
    "# ``'>'``         triangle_right marker\n",
    "# ``'1'``         tri_down marker\n",
    "# ``'2'``         tri_up marker\n",
    "# ``'3'``         tri_left marker\n",
    "# ``'4'``         tri_right marker\n",
    "# ``'8'``         octagon marker\n",
    "# ``'s'``         square marker\n",
    "# ``'p'``         pentagon marker\n",
    "# ``'P'``         plus (filled) marker\n",
    "# ``'*'``         star marker\n",
    "# ``'h'``         hexagon1 marker\n",
    "# ``'H'``         hexagon2 marker\n",
    "# ``'+'``         plus marker\n",
    "# ``'x'``         x marker\n",
    "# ``'X'``         x (filled) marker\n",
    "# ``'D'``         diamond marker\n",
    "# ``'d'``         thin_diamond marker\n",
    "# ``'|'``         vline marker\n",
    "# ``'_'``         hline marker\n",
    "# =============   ==============================="
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 坐标轴刻度\n",
    "- xticks\n",
    "- yticks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 图形绘制\n",
    "x = np.linspace(0, 10)\n",
    "y = np.sin(x)\n",
    "plt.plot(x,y)\n",
    "\n",
    "# 设置x轴y轴刻度\n",
    "plt.xticks(np.arange(0, 11, 1))\n",
    "plt.yticks([-1, 0, 1])\n",
    "\n",
    "plt.savefig('images/4-3.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 图形绘制\n",
    "x = np.linspace(0, 10)\n",
    "y = np.sin(x)\n",
    "plt.plot(x,y)\n",
    "\n",
    "# 设置x轴y轴刻度标签\n",
    "plt.yticks(ticks=[-1, 0, 1],    # 刻度值\n",
    "               labels=['min', '0', 'max'],  # 刻度值对应的标签名（显示）\n",
    "               fontsize=20,   # 文字大小\n",
    "               ha='right',  # 水平对齐方式\n",
    "               color='blue'  # 颜色\n",
    "          )\n",
    "plt.xticks(ticks=np.arange(0, 11, 1), fontsize=20, color='red' )\n",
    "plt.savefig('images/4-4.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 坐标轴范围\n",
    "- xlim\n",
    "- ylim"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# sin曲线\n",
    "x = np.linspace(0, 2*np.pi)\n",
    "y = np.sin(x)\n",
    "plt.plot(x, y, c='r')\n",
    "\n",
    "# 设置x轴范围\n",
    "plt.xlim(-2, 8)\n",
    "\n",
    "# # 设置 y轴范围\n",
    "plt.ylim(-2, 2)\n",
    "plt.savefig('images/4-5.png')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 坐标轴配置\n",
    "- axis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# sin曲线\n",
    "x = np.linspace(0, 2*np.pi)\n",
    "y = np.sin(x)\n",
    "plt.plot(x, y, c='r')\n",
    "\n",
    "# 坐标轴范围：[xmin, xmax, ymin, ymax]\n",
    "plt.axis([-2, 8, -2, 2])\n",
    "\n",
    "# 选项\n",
    "# off ： 不显示坐标轴\n",
    "# equal: 让x轴和y轴 刻度距离相等\n",
    "# scaled：自动缩放坐标轴和图片适配\n",
    "# tight：紧凑型自动适配图片\n",
    "# square：x轴和y轴宽高相同\n",
    "plt.axis('square')\n",
    "plt.savefig('images/4-6.png')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "####  标题 和 网格\n",
    "- title \n",
    "- grid"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 图形绘制\n",
    "x = np.linspace(0, 10)\n",
    "y = np.sin(x)\n",
    "plt.plot(x, y)\n",
    "\n",
    "# 图的标题\n",
    "# fontsize : 标题大小\n",
    "# loc：标题位置\n",
    "plt.title('sin曲线', fontsize=20, loc='center')\n",
    "# 父标题\n",
    "plt.suptitle('父标题',\n",
    "             y=1.1,  # 位置\n",
    "             fontsize=30 #文字大小\n",
    "            )\n",
    "\n",
    "# 网格线\n",
    "# ls: line style 网格线样式\n",
    "# lw：line width  网格线宽度\n",
    "# c: color 网格线颜色\n",
    "# axis：画哪个轴的网格线，默认x轴和y轴都画\n",
    "plt.grid(ls='--', lw=0.5, c='gray', axis='y')\n",
    "plt.savefig('images/4-7.png')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 标签\n",
    "- xlabel\n",
    "- ylabel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 图形绘制\n",
    "x = np.linspace(0, 10)\n",
    "y = np.sin(x)\n",
    "plt.plot(x, y)\n",
    "\n",
    "# 坐标轴标签\n",
    "plt.xlabel('y=sin(x)',\n",
    "               fontsize=20,   # 文字大小\n",
    "               rotation=0,  # 旋转角度\n",
    "          )\n",
    "plt.ylabel('y=sin(x)',\n",
    "            rotation=90,  # 旋转角度\n",
    "            horizontalalignment='right',   # 水平对齐方式\n",
    "            fontsize=20\n",
    "          )\n",
    "\n",
    "# 标题\n",
    "plt.title('正弦曲线')\n",
    "plt.savefig('images/4-8.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 文本\n",
    "- text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 5))\n",
    "\n",
    "x = np.linspace(0, 10, 10)\n",
    "y = np.array([60, 30, 20, 90, 40, 60, 50, 80, 70, 30])\n",
    "plt.plot(x, y, ls='--', marker='o')\n",
    "\n",
    "# 文字\n",
    "for a, b in zip(x, y):\n",
    "    # 画文本\n",
    "    plt.text(\n",
    "            x=a+0.3,  # x坐标\n",
    "            y=b+0.5,  # y坐标\n",
    "            s=b,  # 文字内容\n",
    "            ha='center',  # 水平居中\n",
    "            va='center',   # 垂直居中\n",
    "            fontsize=14,  # 文字大小\n",
    "            color='r'  # 文字颜色\n",
    "    )\n",
    "\n",
    "plt.savefig('images/4-9.png')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 注释\n",
    "- annotate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 5))\n",
    "\n",
    "x = np.linspace(0, 10, 10)\n",
    "y = np.array([60, 30, 20, 90, 40, 60, 50, 80, 70, 30])\n",
    "plt.plot(x, y, ls='--', marker='o')\n",
    "\n",
    "# 注释（标注）\n",
    "plt.annotate(\n",
    "    text='最高销量',  # 标注的内容\n",
    "    xy=(3, 90),  # 标注的坐标点\n",
    "    xytext=(1, 80),  # 标注的内容的坐标点\n",
    "    # 箭头样式\n",
    "    arrowprops={\n",
    "                'width': 2,   # 箭头线的宽度\n",
    "                'headwidth': 8,  # 箭头头部的宽度\n",
    "                'facecolor': 'blue'  # 箭头的背景颜色\n",
    "    }\n",
    ")\n",
    "plt.savefig('images/4-10.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 保存图片\n",
    "- savefig"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 图形绘制\n",
    "f = plt.figure(figsize=(8, 5))\n",
    "\n",
    "x = np.linspace(0, 2*np.pi)\n",
    "plt.plot(x, np.sin(x) )\n",
    "plt.plot(x, np.cos(x))\n",
    "\n",
    "f.savefig(\n",
    "            fname='pic_name2.png',  # 文件名：png、jpg、pdf\n",
    "            dpi=100,  # 保存图片像素密度\n",
    "            facecolor='pink',  # 背景颜色\n",
    "            # edgecolor='lightgreen',  # 边界颜色\n",
    "            bbox_inches='tight',  # 保存图片完整\n",
    "            pad_inches=1  # 内边距\n",
    ")\n",
    "plt.savefig('images/4-11.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
